A material outcome or decision exists
The business can name a customer result, operating constraint or consequential question worth resolving.
Find the right first commitment
Start with the business outcome, operating question or recurring burden. MEB will not ask you to choose tools before the real job is clear.
Choose by what must become true
Strong fit signals
The business can name a customer result, operating constraint or consequential question worth resolving.
A sponsor can provide authority, make trade-offs and accept or reject the endpoint.
The team is willing to distinguish assumptions, technical progress and accepted business movement.
Operators and source-system owners can contribute enough reality to design the work honestly.
Leadership can focus on one model, one decision or one primary outcome before expanding.
The client expects help operating the result without giving away management authority or creating hidden dependency.
Likely poor fit
MEB is unlikely to fit when there is no accountable sponsor, no willingness to examine the real work or an expectation that AI should gain broad autonomy before a controlled first loop.
It is also a poor fit when the requested result depends on confidential evidence the company cannot authorise, a guaranteed commercial outcome outside the provider control boundary or unlimited implementation hidden inside a small engagement.
Non-confidential fit context
Email only the minimum non-confidential context needed to identify the right route. Do not send customer data, credentials, financial records or protected company information.
Before sharing context
No. Do not submit confidential records, customer data, credentials or system access. A separate authorised evidence and access process is required if company-specific work proceeds.
No. It begins a fit conversation only. No price, scope, date, access or implementation promise exists until the relevant agreement is explicitly accepted.
Yes. A human can distinguish a reusable learning need, one executive decision and company-specific Build & Run based on the context you provide.
No marketing consent is assumed from an enquiry. Any optional insights or invitation consent must be separate and explicit.